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Typo/nit fixes and add tests for BoostrapWithRandomSearch #1959

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Run time

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Job	Run time
Run Integration Tests (3.9)	2m 48s
Build Poetry (3.9)	49s
Check Ruff Fix	15s
Build Setup (3.9)	10s
Run Tests (3.9)	1m 52s
	5m 54s